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DeepDistributedQPConfig

trustformers_optim::deep_distributed_qp

Struct DeepDistributedQPConfig 

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pub struct DeepDistributedQPConfig {
    pub learning_rate: f32,
    pub num_consensus_nodes: usize,
    pub max_iterations: usize,
    pub tolerance: f32,
    pub relaxation_parameter: f32,
    pub penalty_parameter: f32,
    pub step_size: f32,
    pub adaptive_step_size: bool,
    pub network_hidden_dims: Vec<usize>,
    pub warm_start: bool,
    pub consensus_frequency: usize,
    pub max_problem_size: usize,
}
Expand description

Configuration for DeepDistributedQP optimizer.

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§learning_rate: f32

Learning rate (default: 1e-3)

§num_consensus_nodes: usize

Number of consensus nodes for distributed computation (default: 4)

§max_iterations: usize

Maximum iterations for QP solver (default: 100)

§tolerance: f32

Convergence tolerance (default: 1e-6)

§relaxation_parameter: f32

Operator splitting relaxation parameter (default: 1.6)

§penalty_parameter: f32

Penalty parameter for constraints (default: 1.0)

§step_size: f32

Step size for proximal updates (default: 1.0)

§adaptive_step_size: bool

Whether to use adaptive step sizing (default: true)

§network_hidden_dims: Vec<usize>

Network hidden dimensions for learned policies (default: [64, 32])

§warm_start: bool

Whether to enable warm-starting from previous solutions (default: true)

§consensus_frequency: usize

Consensus update frequency (default: 10)

§max_problem_size: usize

Maximum problem size for automatic scaling (default: 10000)

Trait Implementations§

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impl Clone for DeepDistributedQPConfig

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fn clone(&self) -> DeepDistributedQPConfig

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for DeepDistributedQPConfig

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more
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impl Default for DeepDistributedQPConfig

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fn default() -> Self

Returns the “default value” for a type. Read more
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impl<'de> Deserialize<'de> for DeepDistributedQPConfig

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fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more
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impl Serialize for DeepDistributedQPConfig

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fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>
where __S: Serializer,

Serialize this value into the given Serde serializer. Read more

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🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. Read more
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fn and<P, B, E>(self, other: P) -> And<T, P>
where T: Policy<B, E>, P: Policy<B, E>,

Create a new Policy that returns Action::Follow only if self and other return Action::Follow. Read more
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fn or<P, B, E>(self, other: P) -> Or<T, P>
where T: Policy<B, E>, P: Policy<B, E>,

Create a new Policy that returns Action::Follow if either self or other returns Action::Follow. Read more
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